oolong

oolong: An R package for validating automated content analysis tools - Published in JOSS (2020)

https://github.com/gesistsa/oolong

Science Score: 77.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 4 DOI reference(s) in README
  • Academic publication links
    Links to: joss.theoj.org
  • Committers with academic emails
    1 of 3 committers (33.3%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (17.0%) to scientific vocabulary

Keywords

r textanalysis topicmodeling validation
Last synced: 6 months ago · JSON representation ·

Repository

🍵 Create and administrate validation tests for automated content analysis tools.

Basic Info
Statistics
  • Stars: 56
  • Watchers: 3
  • Forks: 8
  • Open Issues: 6
  • Releases: 7
Topics
r textanalysis topicmodeling validation
Created about 6 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog License Code of conduct Citation

README.Rmd

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
  )
set.seed(42)
```

# oolong 


[![Codecov test coverage](https://codecov.io/gh/gesistsa/oolong/branch/v0.5/graph/badge.svg)](https://codecov.io/gh/gesistsa/oolong?branch=v0.5)
[![joss stataus](https://joss.theoj.org/papers/6e535564e7142d705f4f3d68b18dac62/status.svg)](https://joss.theoj.org/papers/6e535564e7142d705f4f3d68b18dac62)
[![CRAN status](https://www.r-pkg.org/badges/version/oolong)](https://CRAN.R-project.org/package=oolong)




The goal of oolong ^[/ˈuːlʊŋ/ 烏龍, literally means "Dark Dragon", is a semi-oxidized tea from Asia. It is very popular in Taiwan, Japan and Hong Kong. In Cantonese and Taiwanese Mandarin, the same word can also mean "confused". It perfectly captures the spirit of human-in-the-loop validation. ] is to generate and administrate validation tests easily for typical automated content analysis tools such as topic models and dictionary-based tools.

Please refer to the [overview](https://gesistsa.github.io/oolong/articles/overview.html) for an introduction to this package. If you need to deploy the test online, please refer to the [Deployment Vignette](https://gesistsa.github.io/oolong/articles/deploy.html). If you use BTM, please refer to the [BTM Vignette](https://gesistsa.github.io/oolong/articles/btm.html).

## Citation

Please cite this package as:

Chan C-h. & Sältzer M., (2020). oolong: An R package for validating  automated content analysis tools. Journal of Open Source Software, 5(55), 2461, [https://doi.org/10.21105/joss.02461](https://doi.org/10.21105/joss.02461)

For a BibTeX entry, use the output from `citation(package = "oolong")`.

## Contributing

Contributions in the form of feedback, comments, code, and bug report are welcome.

* Fork the source code, modify, and issue a [pull request](https://docs.github.com/en/github/collaborating-with-issues-and-pull-requests/creating-a-pull-request-from-a-fork).
* Issues, bug reports: [File a Github issue](https://github.com/chainsawriot/oolong).

## Code of Conduct

Please note that the oolong project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms.

---

Owner

  • Name: Transparent Social Analytics
  • Login: gesistsa
  • Kind: organization
  • Location: Germany

Open Science Tools maintained by Transparent Social Analytics Team, GESIS

Citation (CITATION.cff)

# --------------------------------------------
# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
# --------------------------------------------
 
cff-version: 1.2.0
message: 'To cite package "oolong" in publications use:'
type: software
license: LGPL-2.0-or-later
title: 'oolong: Create Validation Tests for Automated Content Analysis'
version: 0.6.1
doi: 10.21105/joss.02461
abstract: Intended to create standard human-in-the-loop validity tests for typical
  automated content analysis such as topic modeling and dictionary-based methods.
  This package offers a standard workflow with functions to prepare, administer and
  evaluate a human-in-the-loop validity test. This package provides functions for
  validating topic models using word intrusion, topic intrusion (Chang et al. 2009,
  <https://papers.nips.cc/paper/3700-reading-tea-leaves-how-humans-interpret-topic-models>)
  and word set intrusion (Ying et al. 2021) <https://doi.org/10.1017/pan.2021.33>
  tests. This package also provides functions for generating gold-standard data which
  are useful for validating dictionary-based methods. The default settings of all
  generated tests match those suggested in Chang et al. (2009) and Song et al. (2020)
  <https://doi.org/10.1080/10584609.2020.1723752>.
authors:
- family-names: Chan
  given-names: Chung-hong
  email: chainsawtiney@gmail.com
  orcid: https://orcid.org/0000-0002-6232-7530
- family-names: Sältzer
  given-names: Marius
  email: msaeltze@mail.uni-mannheim.de
  orcid: https://orcid.org/0000-0002-8604-4666
preferred-citation:
  type: article
  title: 'oolong: An R package for validating automated content analysis tools'
  authors:
  - family-names: Chan
    given-names: Chung-hong
    email: chainsawtiney@gmail.com
    orcid: https://orcid.org/0000-0002-6232-7530
  - family-names: Sältzer
    given-names: Marius
    email: msaeltze@mail.uni-mannheim.de
    orcid: https://orcid.org/0000-0002-8604-4666
  journal: Journal of Open Source Software
  doi: 10.21105/joss.02461
  url: https://github.com/gesistsa/oolong
  volume: '5'
  issue: '55'
  year: '2020'
  start: '2461'
repository: https://CRAN.R-project.org/package=oolong
repository-code: https://github.com/gesistsa/oolong
url: https://gesistsa.github.io/oolong/
contact:
- family-names: Chan
  given-names: Chung-hong
  email: chainsawtiney@gmail.com
  orcid: https://orcid.org/0000-0002-6232-7530
keywords:
- r
- textanalysis
- topicmodeling
- validation
references:
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  notes: Depends
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  abstract: 'seededlda: Seeded Sequential LDA for Topic Modeling'
  notes: Imports
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  notes: Imports
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    name-particle: de
  - family-names: Suruceanu
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  - family-names: Denney
    given-names: Bill
  - family-names: Schumacher
    given-names: Dirk
  - family-names: Chang
    given-names: Winston
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    given-names: Michael
  year: '2024'
- type: software
  title: R6
  abstract: 'R6: Encapsulated Classes with Reference Semantics'
  notes: Imports
  url: https://r6.r-lib.org
  repository: https://CRAN.R-project.org/package=R6
  authors:
  - family-names: Chang
    given-names: Winston
    email: winston@stdout.org
  year: '2024'
- type: software
  title: quanteda
  abstract: 'quanteda: Quantitative Analysis of Textual Data'
  notes: Imports
  url: https://quanteda.io
  repository: https://CRAN.R-project.org/package=quanteda
  authors:
  - family-names: Benoit
    given-names: Kenneth
    email: kbenoit@lse.ac.uk
    orcid: https://orcid.org/0000-0002-0797-564X
  - family-names: Watanabe
    given-names: Kohei
    email: watanabe.kohei@gmail.com
    orcid: https://orcid.org/0000-0001-6519-5265
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    given-names: Haiyan
    email: whyinsa@yahoo.com
    orcid: https://orcid.org/0000-0003-4992-4311
  - family-names: Nulty
    given-names: Paul
    email: paul.nulty@gmail.com
    orcid: https://orcid.org/0000-0002-7214-4666
  - family-names: Obeng
    given-names: Adam
    email: quanteda@binaryeagle.com
    orcid: https://orcid.org/0000-0002-2906-4775
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    given-names: Stefan
    email: stefan.mueller@ucd.ie
    orcid: https://orcid.org/0000-0002-6315-4125
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    given-names: Akitaka
    email: a.matsuo@essex.ac.uk
    orcid: https://orcid.org/0000-0002-3323-6330
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    given-names: William
    email: lowe@hertie-school.org
    orcid: https://orcid.org/0000-0002-1549-6163
  year: '2024'
  version: '>= 3.0.0'
- type: software
  title: irr
  abstract: 'irr: Various Coefficients of Interrater Reliability and Agreement'
  notes: Imports
  url: https://www.r-project.org
  repository: https://CRAN.R-project.org/package=irr
  authors:
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    given-names: Matthias
    email: m.gamer@uke.uni-hamburg.de
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- type: software
  title: ggplot2
  abstract: 'ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics'
  notes: Imports
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  repository: https://CRAN.R-project.org/package=ggplot2
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    given-names: Hadley
    email: hadley@posit.co
    orcid: https://orcid.org/0000-0003-4757-117X
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    given-names: Winston
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    email: thomas.pedersen@posit.co
    orcid: https://orcid.org/0000-0002-5147-4711
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    orcid: https://orcid.org/0000-0002-9415-4582
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  year: '2024'
- type: software
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  abstract: 'cowplot: Streamlined Plot Theme and Plot Annotations for ''ggplot2'''
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  year: '2024'
- type: software
  title: cli
  abstract: 'cli: Helpers for Developing Command Line Interfaces'
  notes: Imports
  url: https://cli.r-lib.org
  repository: https://CRAN.R-project.org/package=cli
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    given-names: Gábor
    email: csardi.gabor@gmail.com
  year: '2024'
- type: software
  title: stats
  abstract: 'R: A Language and Environment for Statistical Computing'
  notes: Imports
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2024'
- type: software
  title: utils
  abstract: 'R: A Language and Environment for Statistical Computing'
  notes: Imports
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2024'
- type: software
  title: stringr
  abstract: 'stringr: Simple, Consistent Wrappers for Common String Operations'
  notes: Imports
  url: https://stringr.tidyverse.org
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    given-names: Hadley
    email: hadley@posit.co
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- type: software
  title: keyATM
  abstract: 'keyATM: Keyword Assisted Topic Models'
  notes: Suggests
  url: https://keyatm.github.io/keyATM/
  repository: https://CRAN.R-project.org/package=keyATM
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    given-names: Shusei
    email: shuseieshima@gmail.com
    orcid: https://orcid.org/0000-0003-3613-4046
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    given-names: Tomoya
    email: tomoyas@mit.edu
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    email: imai@harvard.edu
  year: '2024'
  version: '>= 0.2.2'
- type: software
  title: testthat
  abstract: 'testthat: Unit Testing for R'
  notes: Suggests
  url: https://testthat.r-lib.org
  repository: https://CRAN.R-project.org/package=testthat
  authors:
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    given-names: Hadley
    email: hadley@posit.co
  year: '2024'
  version: '>= 3.0.2'
- type: software
  title: text2vec
  abstract: 'text2vec: Modern Text Mining Framework for R'
  notes: Suggests
  url: http://text2vec.org
  repository: https://CRAN.R-project.org/package=text2vec
  authors:
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    given-names: Dmitriy
    email: selivanov.dmitriy@gmail.com
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  year: '2024'
  version: '>= 0.6'
- type: software
  title: BTM
  abstract: 'BTM: Biterm Topic Models for Short Text'
  notes: Suggests
  url: https://github.com/bnosac/BTM
  repository: https://CRAN.R-project.org/package=BTM
  authors:
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    given-names: Jan
    email: jwijffels@bnosac.be
  year: '2024'
- type: software
  title: dplyr
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  notes: Suggests
  url: https://dplyr.tidyverse.org
  repository: https://CRAN.R-project.org/package=dplyr
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    given-names: Hadley
    email: hadley@posit.co
    orcid: https://orcid.org/0000-0003-4757-117X
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    given-names: Romain
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    given-names: Lionel
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    given-names: Kirill
    orcid: https://orcid.org/0000-0002-1416-3412
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  year: '2024'
- type: software
  title: topicmodels
  abstract: 'topicmodels: Topic Models'
  notes: Suggests
  repository: https://CRAN.R-project.org/package=topicmodels
  authors:
  - family-names: Grün
    given-names: Bettina
    email: Bettina.Gruen@R-project.org
    orcid: https://orcid.org/0000-0001-7265-4773
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  year: '2024'
- type: software
  title: stm
  abstract: 'stm: Estimation of the Structural Topic Model'
  notes: Suggests
  url: http://www.structuraltopicmodel.com/
  repository: https://CRAN.R-project.org/package=stm
  authors:
  - family-names: Roberts
    given-names: Margaret
    email: meroberts@ucsd.edu
  - family-names: Stewart
    given-names: Brandon
    email: bms4@princeton.edu
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    given-names: Dustin
    email: dtingley@gov.harvard.edu
  year: '2024'
- type: software
  title: covr
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  notes: Suggests
  url: https://covr.r-lib.org
  repository: https://CRAN.R-project.org/package=covr
  authors:
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    given-names: Jim
    email: james.f.hester@gmail.com
  year: '2024'
- type: software
  title: knitr
  abstract: 'knitr: A General-Purpose Package for Dynamic Report Generation in R'
  notes: Suggests
  url: https://yihui.org/knitr/
  repository: https://CRAN.R-project.org/package=knitr
  authors:
  - family-names: Xie
    given-names: Yihui
    email: xie@yihui.name
    orcid: https://orcid.org/0000-0003-0645-5666
  year: '2024'
- type: software
  title: rmarkdown
  abstract: 'rmarkdown: Dynamic Documents for R'
  notes: Suggests
  url: https://pkgs.rstudio.com/rmarkdown/
  repository: https://CRAN.R-project.org/package=rmarkdown
  authors:
  - family-names: Allaire
    given-names: JJ
    email: jj@posit.co
  - family-names: Xie
    given-names: Yihui
    email: xie@yihui.name
    orcid: https://orcid.org/0000-0003-0645-5666
  - family-names: Dervieux
    given-names: Christophe
    email: cderv@posit.co
    orcid: https://orcid.org/0000-0003-4474-2498
  - family-names: McPherson
    given-names: Jonathan
    email: jonathan@posit.co
  - family-names: Luraschi
    given-names: Javier
  - family-names: Ushey
    given-names: Kevin
    email: kevin@posit.co
  - family-names: Atkins
    given-names: Aron
    email: aron@posit.co
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  - family-names: Cheng
    given-names: Joe
    email: joe@posit.co
  - family-names: Chang
    given-names: Winston
    email: winston@posit.co
  - family-names: Iannone
    given-names: Richard
    email: rich@posit.co
    orcid: https://orcid.org/0000-0003-3925-190X
  year: '2024'
- type: software
  title: fs
  abstract: 'fs: Cross-Platform File System Operations Based on ''libuv'''
  notes: Suggests
  url: https://fs.r-lib.org
  repository: https://CRAN.R-project.org/package=fs
  authors:
  - family-names: Hester
    given-names: Jim
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  - family-names: Csárdi
    given-names: Gábor
    email: csardi.gabor@gmail.com
  year: '2024'
- type: software
  title: quanteda.textmodels
  abstract: 'quanteda.textmodels: Scaling Models and Classifiers for Textual Data'
  notes: Suggests
  url: https://github.com/quanteda/quanteda.textmodels
  repository: https://CRAN.R-project.org/package=quanteda.textmodels
  authors:
  - family-names: Benoit
    given-names: Kenneth
    email: kbenoit@lse.ac.uk
    orcid: https://orcid.org/0000-0002-0797-564X
  - family-names: Watanabe
    given-names: Kohei
    email: watanabe.kohei@gmail.com
    orcid: https://orcid.org/0000-0001-6519-5265
  - family-names: Wang
    given-names: Haiyan
    email: whyinsa@yahoo.com
    orcid: https://orcid.org/0000-0003-4992-4311
  - family-names: Perry
    given-names: Patrick O.
    email: patperry@gmail.com
    orcid: https://orcid.org/0000-0001-7460-127X
  - family-names: Lauderdale
    given-names: Benjamin
    email: b.e.lauderdale@lse.ac.uk
    orcid: https://orcid.org/0000-0003-3090-0969
  - family-names: Gruber
    given-names: Johannes
    email: JohannesB.Gruber@gmail.com
    orcid: https://orcid.org/0000-0001-9177-1772
  - family-names: Lowe
    given-names: William
    email: lowe@hertie-school.org
    orcid: https://orcid.org/0000-0002-1549-6163
  year: '2024'
- type: software
  title: shinytest2
  abstract: 'shinytest2: Testing for Shiny Applications'
  notes: Suggests
  url: https://rstudio.github.io/shinytest2/
  repository: https://CRAN.R-project.org/package=shinytest2
  authors:
  - family-names: Schloerke
    given-names: Barret
    email: barret@posit.co
    orcid: https://orcid.org/0000-0001-9986-114X
  year: '2024'

GitHub Events

Total
  • Issues event: 7
  • Watch event: 1
  • Delete event: 2
  • Issue comment event: 6
  • Push event: 13
  • Pull request event: 10
  • Fork event: 1
  • Create event: 3
Last Year
  • Issues event: 7
  • Watch event: 1
  • Delete event: 2
  • Issue comment event: 6
  • Push event: 13
  • Pull request event: 10
  • Fork event: 1
  • Create event: 3

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 269
  • Total Committers: 3
  • Avg Commits per committer: 89.667
  • Development Distribution Score (DDS): 0.015
Past Year
  • Commits: 8
  • Committers: 1
  • Avg Commits per committer: 8.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
chainsawriot c****y@g****m 265
msaeltzer m****e@m****e 3
Kohei Watanabe w****i@g****m 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 65
  • Total pull requests: 35
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 1 day
  • Total issue authors: 14
  • Total pull request authors: 4
  • Average comments per issue: 0.94
  • Average comments per pull request: 0.26
  • Merged pull requests: 27
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 5
  • Pull requests: 7
  • Average time to close issues: 17 days
  • Average time to close pull requests: 2 days
  • Issue authors: 3
  • Pull request authors: 2
  • Average comments per issue: 1.6
  • Average comments per pull request: 0.0
  • Merged pull requests: 6
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • chainsawriot (50)
  • rgaiacs (3)
  • justinchuntingho (2)
  • bachl (2)
  • msaeltzer (2)
  • LuigiC72 (1)
  • danimadrid (1)
  • sunosnoc (1)
  • kmtimm (1)
  • Enchufa2 (1)
  • sweetmals (1)
  • stefan-mueller (1)
  • joon-e (1)
  • Jenny060399 (1)
Pull Request Authors
  • chainsawriot (33)
  • msaeltzer (5)
  • ArthurMuehl (2)
  • koheiw (2)
Top Labels
Issue Labels
bug (5) enhancement (3) sc2023 (2) FR (2) documentation (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 283 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 8
  • Total maintainers: 1
cran.r-project.org: oolong

Create Validation Tests for Automated Content Analysis

  • Versions: 8
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 283 Last month
Rankings
Stargazers count: 6.8%
Forks count: 10.1%
Average: 27.8%
Dependent packages count: 29.8%
Dependent repos count: 35.5%
Downloads: 56.7%
Maintainers (1)
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.6 depends
  • R6 * imports
  • cli * imports
  • cowplot * imports
  • digest * imports
  • ggplot2 * imports
  • irr * imports
  • keyATM >= 0.2.2 imports
  • purrr * imports
  • quanteda >= 3.0.0 imports
  • shiny * imports
  • stats * imports
  • tibble * imports
  • utils * imports
  • BTM * suggests
  • covr * suggests
  • dplyr * suggests
  • fs * suggests
  • knitr * suggests
  • quanteda.textmodels * suggests
  • rmarkdown * suggests
  • seededlda * suggests
  • shinytest * suggests
  • stm * suggests
  • stringr * suggests
  • testthat >= 3.0.2 suggests
  • text2vec >= 0.6 suggests
  • topicmodels * suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v3 composite
  • browser-actions/setup-chrome v1 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/test-coverage.yaml actions
  • actions/checkout v3 composite
  • actions/upload-artifact v3 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite